• No se han encontrado resultados

Simulación Dinámica de Proceso y Controlador

We have used a panel database of banks from 27 EU countries to explore how loan loss provisions respond to the business cycle. We have applied the two step system GMM Blundell and Bond (1998) estimator, to control for potential endogeneity and unobserved heterogeneity of the explanatory variables. This paper documents a large cross-country and cross-bank variation in the relationship between loan loss provisions and the business cycle and explores country specific (institutional and regulatory) and bank specific features that explain this diversity.

The factors explaining differences in LLP sensitivity to the business cycle across EU banks and countries are many and varied. Our results indicate that LLP in large, publicly traded and commercial banks are more procyclical than in other subsamples.

Better investor protection and more restrictive bank capital regulations reduce the procyclicality of LLP. What is more, moral hazard resulting from deposit insurance results in more procyclicality of LLP. We do not find support for the view that better quality of market monitoring mitigates the procyclical behavior of banks.

This study is relevant to the current policy debate on the role of size in procyclical behavior of banks. In particular we provide new evidence that large systemically important banks should be regulated more restrictively, as they have a tendency to take on more risks, as is evident in our results for banks reporting consolidated statements. This gives support to the Basel Committee

Faculty of Management Working Paper Series 3/7/2014

31

capital standards for systemically important financial institutions (SIFIs), included in the Basel III framework.

Additionally, as our results suggest the importance of bank regulations in limiting the risk taking activity by banks, and therefore limiting procyclicality in banking, we provide strong support for contemporary attempts to make banking sector better regulated. Our results are also important to current macroprudential policy recommendations, promoting the forward looking provisioning (by the Basel Committee and other international institutions, such as the International Monetary Fund). In particular, we find support for the view that more income smoothing and prudent risk management leads to less procyclicality of LLP.

Acknowledgements

We gratefully acknowledge the financial support provided by Polish National Scientific Centre (NCN), No. of decision DEC-2012/05/D/HS4/01356. This paper’s findings, interpretations, an conclusions are entirely those of the authors and do not necessarily represent the views of the University of Warsaw or other institutions at which the authors are affiliated. We thank participants in the “Panel Data Modelling Conference. Theory and practice” held at Warsaw School of Economics, in the Scientific seminar held at National Bank of Poland and in the International Conference on Management, Banking and Finance in Warsaw at University of Warsaw, for their helpful comments and suggestions. We also thank Patrycja Chodnicka for wonderful research assistance.

References

Abreu, M., Mendes, V., 2002. Commercial Bank Interest Margins and Profitability: Evidence from E.U. Countries. Working Paper Series, Porto.

Ahmed, A., Takeda, C., Thomas, S., 1999. Bank Loan Loss Provisions: A Re-examination of Capital Management, Earnings Management and Signaling Effects. Journal of Accounting and Economics 28, 1-25.

Allen, F., Gale, D., 2004. Competition and financial stability. Journal of Money, Credit and Banking 36 (2), 453–480.

Allen, F., Carletti, E., Marquez, R., 2011. Credit Market Competition and Capital Regulation. Review of Financial Studies 24 (4), 983-1018.

Anderson, R.C., Fraser, D.R., 2000. Corporate control, bank risk taking, and the health of banking industry. Journal of Banking and Finance 24 (8), 1383-1398.

Arellano, M., Bond, S., 1991. Some test of specification for panel data: Monte Carlo evidence and application to employment equations. Review of Economic Studies 58, 227-297.

Athanasoglou, P.P., Brissimis, S.N., Delis, M.D. 2008. Bank-specific, industry-specific and macroeconomic determinants of bank profitability. Journal of International Financial Markets, Institutions & Money 18, 121-136.

Bank for International Settlements (BIS), Financial Stability Board (FSB), International Monetary Fund (IMF) (2011) Macroprudential Policy Tools and Frameworks. Progress Report to G20, 27 October 2011.

Barth, J.R., Caprio, G. Jr., Levine, R., 2004. Bank regulation and supervision: what works best? Journal of Financial Intermediation 13, 205–224.

Barth, J.R., Caprio, G. Jr., Levine, R., 2006. Rethinking Bank Regulation. Till Angels Govern. New York: Cambridge University Press.

Faculty of Management Working Paper Series 3/7/2014

32

Barth, J.R., Caprio, G. Jr., Levine, R., 2008. Bank Regulations Are Changing: For Better or Worse? Policy Research Working Paper 4646, World Bank.

Barth, J.R., Caprio, G. Jr., Levine, R., 2013. Measure it, improve it. Bank Regulation and Supervision in 180 Countries 1999-2011. Milken Institute.

Beatty, A.L., Ke, B., Petroni, K.R., 2002. Earnings Management to Avoid Earnings Declines across Publicly and Privately Held Banks. The Accounting Review 77, 547-570.

Beaver, W.H., Engel, E., 1996. Discretionary behavior with respect to allowances for loan losses and the behavior of security prices. Journal of Accounting and Economics 22, 177-206. Beck, T., Demirgüç-Kunt, B., Levine, R., 1999. A New Database on Financial Development and

Structure. World Bank Policy Research Working Paper No. 2146.

Beck, T., Levine R., 2002. Industry growth and capital allocation: does having a market- or bank- based system matter? Journal of Financial Economics 64, 147-180.

Beck, T., 2008. Bank competition and financial stability: Friends or foes? Policy Research Working Paper Series 4656, The World Bank.

Beck, T., Demirgüç-Kunt, B., Levine, R., 2009. Financial Institutions and Markets across Countries and over Time. Data and Analysis. Policy Research Working Paper 4943, World Bank. Beck, T., De Jonghe, O., Schepens, G, 2013. Bank competition and stability: cross-country

heterogeneity. Journal of Financial Intermediation 22, 218-244.

Berger, A., Herrig, R.J., Szegö, G.P., 1995. The role of capital in financial institutions. Journal of Banking and Finance 19, 393 – 430.

Berger, A.N., Dai, Q., Ongena, S., Smith, D., 2003. To what extent will the banking system become globalized? A study of bank nationality and reach in 20 European countries. Journal of Banking and Finance 27, 383–415.

Berger, A.N., De Young, R., Udell, G., 2001. Efficiency barriers to the consolidation of the European financial services industry. European Financial Management 7, 117–130. Berger, A., Miller, N., Petersen, M., Rajan, R., Stein, J., 2005. Does Function Follow

Organizational Form? Evidence from the Lending Practices of Large and Small Banks, Journal of Financial Economics 76, 237-269.

Berger, A.N., Udell, G.F., 2004. The institutional memory hypothesis and the procyclicality of bank lending behavior. Journal of Financial Intermediation13, 458-495.

Bikker, J.A., Metzemakers, P.A.J., 2005. Bank provisioning behavior and procyclicality. Journal of International Financial Markets, Institutions and Money15, 141–157.

Blundell, R., Bond, S., 1998. Initial conditions and moment restrictions in dynamic panel data model. Journal of Econometrics87, 115-143.

Borio, C., Furfine, C., Lowe, P., 2001. Procyclicality of the financial system and financial stability: issues and policy options. BIS Papers 1, Bank for International Settlements.

Borio, C., 2009. Implementing the macroprudential approach to financial regulations and supervision. Financial Stability Review 13 – The future of financial regulation, Banque de France, 31-41.

Borio, C. E., Zhu, V. H., 2012. Capital Regulation, Risk-Taking, and Monetary Policy: A Missing Link in the Transmission Mechanism? Journal of Financial Stability 8, 236-251.

Bouvatier, V., Lepetit, L., 2008. Banks’ procyclical behavior: does provisioning matter? Journal of International Financial Markets, Institutions and Money 18, 513-526.

Bouvatier, V., Lepetit, L., 2010. Effects of loan loss provisions on growth in bank lending: some international comparisons. Working paper.

Burgstahler, D., Dichev, I., 1997. Earnings management to avoid earnings decreases and losses. Journal of Accounting and Economics24, 99-126.

Committee on the Global Financial System (CGFS), 2010. Macroprudential instruments and framework: a stocktaking of issues and experiences. CGFS Papers 38, Bank for International Settlements.

Faculty of Management Working Paper Series 3/7/2014

33

Craig, B., Dinger, V., 2013. Deposit market competition, wholesale funding, and bank risk. Journal of Banking and Finance 37, 3605-3622.

De Haan, J., Poghosyan, T., 2012. Bank size, market concentration and bank earnings volatility in the US. Journal of International Financial Markets, Institutions, and Money 22, 35- 54.Degeorge, F., Patel, J., Zeckhauser, R., 1999. Earnings management to exceed thresholds. Journal of Business 72, 1-33.

Demirguc-Kunt, A., Detragiache, E., 2002. Does deposit insurance increase banking system stability? An empirical investigation. Journal of Monetary Economics 49, 1373-1406. Demirguc-Kunt, A., Huizinga, H., 2004. Market discipline and deposit insurance. Journal of

Monetary Economics 51, 375-399.

Demirguc-Kunt, A., Huizinga, H., 2010. Bank activity and funding strategies: The impact on risk and returns. Journal of Financial Economics 98, 626-650.

Demirguc-Kunt, A., Kane, E., 2002. Deposit Insurance around the Globe: Where Does It Work? Journal of Economic Perspectives 16, 175-195.

Demirguc-Kunt, A., Karacaovali, B., Laeven, L. 2005. Deposit Insurance around the World: A Comprehensive Database. Policy Research Paper, World Bank.

Djankov, S., La Porta, R., Lopez-de-Silanes, F., Shleifer, A. 2008. The law and economics of self- dealing. Journal of Financial Economics 88, 430-465.

Djankov, S., McLiesh, C., Shleifer, A., 2007. Private credit in 129 countries. Journal of Financial Economics 84, 299-329.

El Sood, H.A., 2011. Loan Loss Provisioning: Regulatory Capital Management, Income Smothing and Procyclicality. Lancaster University Managment School.

Fonseca, A.R., González, F., 2008. Cross-country determinants of bank income smoothing by managing loan-loss provisions. Journal of Banking & Finance 32, 217-228.

Foos D., Norden L., Weber M. (2010) Loan growth and riskiness of banks, Journal of Banking & Finance 34, 2929-2940.

Freixas, X., Loranth, G., Morrison, A.D., 2007. Regulating financial conglomerates. Journal of Financial Intermediation 16, 479-514.

Fu X. M., Lin, Y. R., Molyneux, P., 2014. Bank competition and financial stability in Asia Pacific. Journal of Banking and Finance 38, 64-77.

Galai, D., Sulganik, E., Wiener, Z., 2003. Accounting Values versus Market Values and Earnings Management in Banks. School of Business. Working Paper, The Hebrew University of Jerusalem, Israel.

Goel A.M., Thakor A.V. (2003) Why do firms smooth earnings? Journal of Business 76, 151-192.

Greenawalt, M.B., Sinkey, J.F., 1988. Bank Loan-Loss Provisions and the Income-Smoothing Hypothesis: An Empirical Analysis, 1976-1984. Journal of Financial Services Research 1, 301-318.

Haq, M., Heaney, R., 2012. Factors determining European bank risk. Journal of International Financial Markets, Institutions & Money 22, 696-718.

Healy, P.M., Whalen, J.M., 1999. A Review of the Earnings Management Literature and its Implications for Standard Setting. Accounting Horizons 13, 365-383.

Hellmann, T., Murdock, K., Stiglitz, J., 2000. Liberalization, moral hazard in banking and prudential regulation: are capital requirements enough? American Economic Review 90, 147–165.

International Monetary Fund (IMF) (2011) Macroprudential Policy: An Organizing Framework. Paper prepared by the Monetary and Capital Markets Department, International Monetary Fund.

Jimenez, G., Lopez, J., Salas, J. S. 2010. How Competition Impact Bank Risk Taking. Banco de Espana Working Paper1005.

Faculty of Management Working Paper Series 3/7/2014

34

Kanagaretnam, K., Lobo, G.J., Mathieu, R., 2003. Managerial Incentives for Income Smoothing Through Bank Loan Loss Provisions. Review of Quantitative Finance and Accounting 20, 63-80.

Keeley, M. C., 1990. Deposit insurance, risk and market power in banking. American Economic Review80, 1183–1200.

Kishan, R., Opiela, T., 2000. Bank size, bank capital, and the bank lending channel. Journal of Money, Credit, and Banking 32, 121–141.

Kishan, R., Opiela, T., 2006. Bank Capital and Loan Asymmetry in the Transmission of Monetary Policy. Journal of Banking and Finance 30, 259-285.

Koch, T.W., Wall, L.D., 2000. Bank Loan-Loss Accounting: a review of Theoretical and Empirical Evidence. Economic Review2/2000, Federal Reserve Bank of Atlanta.

Konishi, M., Yasuda, Y., 2004. Factors affecting bank risk taking: evidence from Japan. Journal of Banking and Finance 28, 117-232.

La Porta, R., Lopez-de-Silanes, F., Shleifer A., Vishny, R.W., 1998. Law and finance. Journal of Political Economy106, 1113–1155.

La Porta, R., Lopez-de-Silanes, F., Shleifer, A., 1999. Corporate ownership around the world. Journal of Finance 52, 1147-1170.

La Porta, R., Lopez-de-Silanes, F., Shleifer, A., 2002. Government ownership of commercial banks. Journal of Finance 57, 265–301.

Laeven, L., Majnoni, G., 2003. Loan loss provisioning and economic slowdowns: too much, too late? Journal of Financial Intermediation 12, 178-197

Leuz, Ch., Nanda, D., Wysocki, P., 2003. Earnings management and investor protection. Journal of Financial Economics 69, 505-527.

Liu, Ch.-Ch., Ryan, G.S., 2006. Income Smoothing over the Business Cycle: Changes in Banks’ Coordinated Management of Provisions for Loan Losses and Loan Charge-Offs from the Pre-1990 bust to the 1990s Boom. The Accounting Review 81, 421-441.

Olszak, M., 2014. General provisions for expected loan losses of EU banks in 1996 – 2012. Research Report. Unpublished Manuscript

Roodman, D., 2009. Practitioners Corner: A Note on the Theme of Too Many Instruments. Oxford Bulletin of Economics and Statistics, 71, 135-156.

Roodman, D., 2009a. How to do xtabond2: An introduction to difference and system GMM in Stata. The Stata Journal 9, 86–136

Repullo, R., 2004. Capital requirements, market power, and risk-taking in banking. Journal of Financial Intermediation 13, 156-182.

Schaeck, K., Cihák, M., Wolfe, S., 2006. Are More Competitive Banking Systems More Stable? IMF Working paper WP/06/143.

Shen, C., Chich, H., 2005. Investor protection, prospect theory, and earnings management: An international comparison of the banking industry. Journal of Banking and Finance 29, 2675-2697.

Shrieves, R.E., Dahl D., 2003. Discretionary accounting and the behavior of Japanese banks under financial duress. Journal of Banking and Finance 27, 1219-1243.

Schooner, H.M., Taylor, M.W., (2010) Global Bank Regulation. Principles and Policies. Elsevier, Academic Press.

Stiglitz, J.E. (2010) Freefall. America, Free Markets, and the Sinking of the World Economy. New York, Norton.

Stiroh, K.J., 2006. New evidence on the determinants of bank risk. Journal of Financial Services Research 30, 464-472.

Zhou, Y., ,2008. Capital Management and Loan Loss Provisions – the new U.S. Evidence Under the Basel Accord, Working Paper, University of Queensland, Australia.